Breach and Attack Simulation Frameworks for Continuous Validation of Enterprise Security Controls
Keywords:
Breach and attack simulation, Continuous security validation, Cyber resilience, Security control effectiveness, Adversary emulation, Enterprise cybersecurityAbstract
Modern enterprise environments are increasingly exposed to sophisticated, persistent, and adaptive cyber threats that exploit technical vulnerabilities, misconfigurations, human weaknesses, and process failures. Traditional security validation approaches, such as periodic penetration testing, compliance audits, and vulnerability scanning, are insufficient for assessing real-world security posture in dynamic, cloud-based, and hybrid infrastructures. In response, breach and attack simulation (BAS) frameworks have emerged as a proactive and continuous approach for evaluating the effectiveness of security controls by emulating adversarial tactics, techniques, and procedures across enterprise environments. This paper provides a comprehensive review and conceptual analysis of breach and attack simulation frameworks as a mechanism for continuous security validation. Drawing exclusively on literature and industry developments, the study examines the evolution of BAS, its theoretical foundations, architectural components, simulation methodologies, integration with security operations, and its role in risk-informed decision making. The paper synthesises advances in automated attack emulation, control validation, metrics-driven assessment, and cyber resilience measurement, while highlighting challenges related to realism, scalability, false assurance, and organisational adoption. The study contributes a structured understanding of BAS frameworks and positions them as a critical capability for modern, continuously adaptive enterprise security programmes.
Downloads
References
I. A. Essien, G. C. Nwokocha, E. D. Erigha, E. Obuse, and A. Olayiwola, “The Role of 5G in Enabling Smart Cities: Policy, Infrastructure, and Societal Impacts,” 2022.
E. Obuse, E. D. Etim, I. A. Essien, E. Cadet, J. O. Ajayi, and E. D. Erigha, “Explainable AI for cyber threat intelligence and risk assessment,” Journal of Frontiers in Multidisciplinary Research, vol. 1, no. 2, pp. 15–30, 2020.
J. Okoje, O. Soneye, I. Essien, A. Adebayo, A. Afuwape, and B. Eboseremen, “The Role of Artificial Intelligence in Sustainable Urban Planning: A Review of Global Trends,” Journal of Frontiers in Multidisciplinary Research, vol. 4, no. 1, pp. 539–544, 2023.
O. S. Adanigbo, D. Kisina, O. E. Akpe, S. Owoade, B. C. Ubamadu, and T. P. Gbenle, “A conceptual framework for implementing zero trust principles in cloud and hybrid IT environments,” IRE Journals (Iconic Research and Engineering Journals), vol. 5, no. 8, pp. 412–421, 2022.
R. Odogwu, J. C. Ogeawuchi, A. A. Abayomi, O. A. Agboola, and S. Owoade, “Conceptual Review of Agile Business Transformation Strategies in Multinational Corporations,” IRE Journals, vol. 6, no. 4, pp. 1–10, 2022.
B. O. Eboseremen, A. O. Ogedengbe, E. Obuse, O. Oladimeji, and J. O. Ajayi, “Developing an AI-driven personalization pipeline for customer retention in investment platforms,” Journal of Frontiers in Multidisciplinary Research, vol. 3, no. 1, pp. 593–606, 2022.
I. A. Essien, E. Cadet, J. O. Ajayi, E. D. Erigha, E. Obuse, and N. Ayanbode, “Optimizing cyber risk governance using global frameworks: ISO, NIST, and COBIT alignment,” Journal of Frontiers in Multidisciplinary Research, vol. 3, no. 1, pp. 618–629, 2022.
O. Onunka, A. Alabi, Maxwell, C. Okafor, and Marius, “Cybersecurity in U.S. and Nigeria Banking and Financial institutions: Review and Assessing Risks and Economic Impacts,” Acts Informatica Malaysia (AIM), vol. 7, no. 1, pp. 54–62, 2023.
B. P. Okare, T. D. Aduloju, O. O. Ajayi, O. Onunka, and L. Azah, “A Role-Based Access Control Model for Multi-Cloud Data Pipelines: Governance and Compliance Perspective,” International Journal of Scientific Research in Civil Engineering, vol. 7, no. 3, pp. 163–179, 2023.
B. O. Eboseremen, B. P. Okare, T. D. Aduloju, E. N. Kamau, and A. E. Stephen, “Reviewing the role of IoT in smart city development in Africa,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
S. Owoade, R. Odogwu, J. C. Ogeawuchi, and Abraham, “Optimizing Business Process Automation with AI: A Framework for Maximizing Strategic ROI,” International Journal of Management and Organizational Research, vol. 2, no. 03, pp. 44–54, 2023.
J. O. Ajayi, D. C. Ayodeji, E. D. Erigha, B. O. Eboseremen, and A. O. Ogedengbe, “Strategic analytics enablement: Scaling self-service BI through community-based training models,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
O. K. Akinleye and O. Adeyoyin, “A Category Spend Mapping and Supplier Risk Assessment Framework for Global Supply Chains,” 2023.
E. Kamau, T. Myllynen, A. Collins, G. O. Babatunde, and A. A. Alabi, “Advances in Full-Stack Development Frameworks: A Comprehensive Review of Security and Compliance Models,” 2023.
D. T. Aduloju, P. B. Okare, O. O. Ajayi, and O. Onunka, “A Scheduled Serverless Ingestion Model for Energy-Efficient Processing in Lakehouse Architectures,” Gyanshauryam, International Scientific Refereed Research Journal, vol. 6, no. 1, p. 137, 2023.
O. Onunka, M. O. Eigbadon, T. Onunka, and A. A. Fawole, “Investigating the Effectiveness of a University Library Website in Supporting Scholarly Pursuits,” Education & Learning in Developing Nations (ELDN), vol. 1, no. 2, pp. 53–66, 2023.
O. Oladimeji, E. D. Erigha, B. O. Eboseremen, A. O. Ogedengbe, and E. Obuse, “Scaling infrastructure, attribution models, dbt community impact,” International Journal of Advanced Multidisciplinary Research and Studies, vol. 3, no. 5, 2023.
E. Obuse, E. D. Erigha, B. P. Okare, A. C. Uzoka, S. Owoade, and N. Ayanbode, “Building Loyalty-Based Engagement Systems with Dynamic Tier Management for Scalable User Acquisition and Retention,” 2023.
J. O. Ajayi, E. D. Etim, I. A. Essien, E. Cadet, L. A. Babatunde, and E. D. Erigha, “AI-Driven Digital Forensics: Automating Evidence Gathering and Analysis,” 2023.
I. A. Essien, G. C. Nwokocha, E. D. Erigha, E. Obuse, and A. O. Akindemowo, “Developing a Cross-Sectoral Surveillance Model for Industrial Hygiene Compliance in Sub-Saharan Africa,” 2023.
S. Kaggwa, T. Onunka, P. U. Uwaoma, and O. Onunka, “Evaluating the Efficacy of Technology Incubation Centres in Fostering Entrepreneurship: Case Studies From the Global South,” International Journal of Management & Entrepreneurship Research, vol. 10, no. Y, pp. 1–24, 2023.
A. de Melo e Silva, J. J. C. Gondim, R. de Oliveira Albuquerque, and L. J. G. Villalba, “A methodology to evaluate standards and platforms within cyber threat intelligence,” Future Internet, vol. 12, no. 6, Jun. 2020, doi: 10.3390/FI12060108.
A. Ahmad, S. B. Maynard, K. C. Desouza, J. Kotsias, M. T. Whitty, and R. L. Baskerville, “How can organizations develop situation awareness for incident response: A case study of management practice,” Comput Secur, vol. 101, Feb. 2021, doi: 10.1016/J.COSE.2020.102122.
A. G. Kotulic and J. G. Clark, “Why there aren’t more information security research studies,” Information and Management, vol. 41, no. 5, pp. 597–607, May 2004, doi: 10.1016/j.im.2003.08.001.
J. Elmellas, “Knowledge is power: the evolution of threat intelligence,” Computer Fraud and Security, vol. 2016, no. 7, pp. 5–9, Jul. 2016, doi: 10.1016/S1361-3723(16)30051-3.
O. Oladimeji, D. C. Ayodeji, E. D. Erigha, B. O. Eboseremen, and M. O. Umar, “Governance models for scalable self-service analytics: Balancing flexibility and data integrity in large enterprises,” International Journal of Advanced Multidisciplinary Research and Studies, vol. 3, no. 5, 2023.
D. Kisina, O. E. Akpe, S. Owoade, B. C. Ubanadu, T. P. Gbenle, and O. S. Adanigbo, “Advances in CI/CD pipeline resilience for airline reservation and customer experience systems,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
W. Tounsi and H. Rais, “A survey on technical threat intelligence in the age of sophisticated cyber attacks,” Comput Secur, vol. 72, pp. 212–233, Jan. 2018, doi: 10.1016/j.cose.2017.09.001.
I. A. Essien, G. C. Nwokocha, E. D. Erigha, E. Obuse, and A. O. Akindemowo, “Prescriptive Analytics in Manufacturing: A Model for Reducing Downtime and Waste,” 2022.
O. Adeyoyin, E. N. Awanye, O. O. Morah, and L. Ekpedo, “A Conceptual Framework for Predictive Analytics and Data-Driven Process Improvement,” 2022.
D. T. Aduloju, P. B. Okare, O. O. Ajayi, and O. Onunka, “A DevOps-Enabled Medallion Architecture Model for Anomaly Detection in Health Billing Systems,” Gyanshauryam, International Scientific Refereed Research Journal, vol. 5, no. 1, p. 165, 2022.
U. B. Agballa, C. U. Odonwodo, J. Agida, R. Bature, K. Umar, and O. Onunka, “COMPARATIVE ANALYSIS OF VARIOUS LOGICAL TOPOLOGIES IN MOBIL AD-HOC NETWORK (MANET),” 2022.
B. O. Eboseremen, A. O. Ogedengbe, E. Obuse, O. Oladimeji, and J. O. Ajayi, “Secure data integration in multi-tenant cloud environments: Architecture for financial services providers,” Journal of Frontiers in Multidisciplinary Research, vol. 3, no. 1, pp. 579–592, 2022.
D. C. Ayodeji, O. Oladimeji, J. O. Ajayi, A. O. Akindemowo, and B. O. Eboseremen, “Operationalizing analytics to improve strategic planning: A business intelligence case study in digital finance,” Journal of Frontiers in Multidisciplinary Research, vol. 3, no. 1, pp. 567–578, 2022.
P. B. Okare, D. T. Aduloju, O. O. Ajayi, and O. Onunka, “A CI/CD-Integrated Model for Machine Learning Deployment in Revenue Risk Prevention,” Int J Sci Res Sci Technol, vol. 9, no. 1, 2022.
A. Okuboye, “Process agility vs. workforce stability: Balancing continuous improvement with employee well-being in global BPM,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 3, no. 1, pp. 1179–1188, 2022, doi: 10.54660/IJMRGE.2022.3.1.1179-1188.
O. A. Agboola, J. C. Ogeawuchi, A. A. Abayomi, A. Y. Onifade, O. O. George, and R. E. Dosumu, “Advances in Lead Generation and Marketing Efficiency through Predictive Campaign Analytics,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 3, no. 1, pp. 1143–1154, 2022, doi: 10.54660/ijmrge.2022.3.1.1143-1154.
O. E. Akpe, J. C. Ogeawuchi, A. A. Abayomi, and O. A. Agboola, “Advances in Sales Forecasting and Performance Analysis Using Excel and Tableau in Growth-Oriented Startups,” International Journal of Management and Organizational Research, vol. 1, no. 1, pp. 231–236, 2022, doi: 10.54660/ijmor.2022.1.1.231-236.
O. E. Akpe, A. C. Mgbame, E. Ogbuefi, A. A. Abayomi, and O. O. Adeyelu, “The Role of Adaptive BI in Enhancing SME Agility During Economic Disruptions,” International Journal of Management and Organizational Research, vol. 1, no. 1, pp. 183–198, 2022, doi: 10.54660/ijmor.2022.1.1.183-198.
J. C. Ogeawuchi, O. E. Akpe, A. A. Abayomi, O. A. Agboola, and S. Owoade, “Systematic Review of Advanced Data Governance Strategies for Securing Cloud-Based Data Warehouses and Pipelines,” Iconic Research and Engineering Journals, vol. 6, no. 1, pp. 784–794, 2022, [Online]. Available: https://www.irejournals.com/paper-details/1708318
A. A. Abayomi, B. C. Ubanadu, A. I. Daraojimba, O. A. Agboola, and S. Owoade, “A Conceptual Framework for Real-Time Data Analytics and Decision-Making in Cloud-Optimized Business Intelligence Systems,” Iconic Research and Engineering Journals, vol. 5, no. 9, pp. 713–722, 2022, [Online]. Available: https://www.irejournals.com/paper-details/1708317
A. C. Mgbame, O. E. Akpe, A. A. Abayomi, E. Ogbuefi, and O. O. Adeyelu, “Building Data-Driven Resilience in Small Businesses: A Framework for Operational Intelligence,” Iconic Research and Engineering Journals, vol. 5, no. 9, pp. 695–712, 2022, [Online]. Available: https://www.irejournals.com/paper-details/1708218
A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. Orieno, “Artificial Intelligence Integration in Regulatory Compliance: A Strategic Model for Cybersecurity Enhancement,” Journal of Frontiers in Multidisciplinary Research, vol. 3, pp. 35–46, 2022, [Online]. Available: https://www.researchgate.net/publication/391901838
O. M. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. Orieno, “Optimizing Business Decision-Making with Advanced Data Analytics Techniques,” Iconic Research and Engineering Journals, vol. 6, no. 5, pp. 184–203, 2022, [Online]. Available: https://www.irejournals.com/paper-details/1703887
E. C. Onukwulu, I. A. I. N.-D. Dienagha, W. N. Digitemie, and P. I. Egwumokei, “Advances in Digital Twin Technology for Monitoring Energy Supply Chain Operations,” Iconic Research and Engineering Journals, vol. 5, no. 12, pp. 372–400, 2022.
A. C. Mgbame, O. E. Akpe, A. A. Abayomi, E. Ogbuefi, and O. O. Adeyelu, “Developing Low-Cost Dashboards for Business Process Optimization in SMEs,” International Journal of Advanced Multidisciplinary Research and Studies, vol. 4, 2022.
E. Ogbuefi, A. C. Mgbame, O. E. Akpe, A. A. Abayomi, and O. O. Adeyelu, “Affordable Automation: Leveraging Cloud-Based BI Systems for SME Sustainability,” Iconic Research and Engineering Journals, vol. 5, no. 12, pp. 489–505, 2022, [Online]. Available: https://www.irejournals.com/paper-details/1708219
B. C. Ubamadu, D. Bihani, A. I. Daraojimba, G. O. Osho, and J. O. Omisola, “Optimizing Smart Contract Development: A Practical Model for Gasless Transactions via Facial Recognition in Blockchain,” Unknown Journal, 2022.
G. Fredson, B. Adebisi, O. B. Ayorinde, E. C. Onukwulu, and O. Adediwin, “Enhancing Procurement Efficiency through Business Process Re-Engineering: Cutting-Edge Approaches in the Energy Industry,” International Journal of Social Science Exceptional Research, vol. 1, no. 1, pp. 38–54, 2022.
D. C. Ayodeji, E. Obuse, O. Oladimeji, J. O. Ajayi, and A. O. Akindemowo, “Advanced Machine Learning, Insurtech & Cloud Data Stack,” [Journal Not Specified], 2022.
A. O. Ogedengbe, O. Oladimeji, J. O. Ajayi, A. O. Akindemowo, and B. O. Eboseremen, “A Hybrid Recommendation Engine for Fintech Platforms: Leveraging Behavioral Analytics for User Engagement and Conversion,” [Journal Not Specified], 2022.
T. T. Bukhari, O. Oladimeji, and E. D. Etim, “Systematic Review of Metadata-Driven Data Orchestration in Modern Analytics Engineering,” Gyanshauryam, International Scientific Refereed Research Journal, vol. 5, no. 4, pp. 536–564, 2022.
B. O. Eboseremen, A. O. Ogedengbe, E. Obuse, O. Oladimeji, and J. O. Ajayi, “Secure data integration in multi-tenant cloud environments: Architecture for financial services providers,” Journal of Frontiers in Multidisciplinary Research, vol. 3, no. 1, pp. 579–592, 2022.
D. C. Ayodeji, O. Oladimeji, J. O. Ajayi, A. O. Akindemowo, and B. O. Eboseremen, “Operationalizing analytics to improve strategic planning: A business intelligence case study in digital finance,” Journal of Frontiers in Multidisciplinary Research, vol. 3, no. 1, pp. 567–578, 2022.
T. T. Bukhari, O. Oladimeji, E. D. Etim, and J. O. Ajayi, “Systematic Review of Metadata-Driven Data Orchestration in Modern Analytics Engineering,” Gyanshauryam, International Scientific Refereed Research Journal, vol. 5, no. 4, pp. 536–564, 2022.
J. Uddoh, D. Ajiga, B. P. Okare, and T. D. Aduloju, “Review of Explainable AI Applications in Compliance-Focused Decision-Making in Regulated Industries,” Int J Sci Res Sci Technol, vol. 9, no. 1, 2022.
J. Uddoh, D. Ajiga, B. P. Okare, and T. D. Aduloju, “Zero Trust Architecture Models for Preventing Insider Attacks and Enhancing Digital Resilience in Banking Systems,” Gyanshauryam, International Scientific Refereed Research Journal, vol. 5, no. 4, pp. 213–230, 2022.
O. Umoren, P. U. Didi, O. Balogun, O. S. Abass, and O. V Akinrinoye, “Quantifying the Impact of Experiential Brand Activations on Customer Loyalty, Sentiment, and Repeat Engagement in Competitive Markets,” International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 2022.
O. Umoren, P. U. Didi, O. Balogun, O. S. Abass, and O. V Akinrinoye, “Synchronized Content Delivery Framework for Consistent Cross-Platform Brand Messaging in Regulated and Consumer-Focused Sectors,” Shodhshauryam, International Scientific Refereed Research Journal, vol. 5, no. 5, pp. 345–354, 2022.
O. S. Abass, O. Balogun, and P. U. Didi, “Personalizing Enterprise Sales Campaigns Through AI-Driven Behavioral Segmentation and Messaging,” Shodhshauryam, International Scientific Refereed Research Journal, vol. 5, no. 5, 2022.
I. O. Evans-Uzosike, C. G. Okatta, B. O. Otokiti, O. G. Ejike, and O. T. Kufile, “Ethical Governance of AI-Embedded HR Systems: A Review of Algorithmic Transparency, Compliance Protocols, and Federated Learning Applications in Workforce Surveillance,” [Journal Not Specified], 2022.
T. O. Scott, D. R. E. Ewim, and A. C. Eloka-Eboka, “Hybrid nanofluids flow and heat transfer in cavities: a technological review,” International Journal of Low-Carbon Technologies, vol. 17, pp. 1104–1123, 2022.
O. F. Enow, A. T. Ofoedu, E. Y. Gbabo, and P. E. Chima, “Advances in Real-Time Data Ingestion Strategies Using Fivetran, Rudderstack, and Open-Source ELT Tools,” 2022.
O. Fasawe, C. O. Okpokwu, and O. M. Filani, “Framework for Digital Learning Content Tagging and Personalized Training Journeys at Scale,” [Journal Not Specified], 2022.
T. T. Bukhari, O. Oladimeji, E. D. Etim, and J. O. Ajayi, “Harmonizing International Data Privacy Standards Through Unified Policy Management Systems,” [Journal Not Specified], 2022.
T. T. Bukhari, O. Oladimeji, and E. D. Etim, “Automated Control Monitoring: A New Standard for Continuous Audit Readiness,” International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 2022.
O. Umoren, P. U. Didi, O. Balogun, O. S. Abass, and O. V Akinrinoye, “A Model for Cross-Departmental Marketing Collaboration and Customer-Centric Campaign Design in Large-Scale Financial Organizations,” Shodhshauryam, International Scientific Refereed Research Journal, vol. 5, no. 5, 2022.
O. Oladimeji, D. C. Ayodeji, E. D. Erigha, B. O. Eboseremen, and A. O. Ogedengbe, “Machine Learning Attribution Models for Real-Time Marketing Optimization,” [Journal Not Specified], 2023.
T. T. Bukhari, O. Oladimeji, E. D. Etim, and J. O. Ajayi, “Real-Time Campaign Attribution Using Multi-Touchpoint Models: A Machine Learning Framework for Growth Analytics,” [Journal Not Specified], 2023.
O. Oladimeji, B. O. Eboseremen, and A. O. Ogedengbe, “Governance Models for Scalable Self-Service Analytics: Balancing Flexibility and Data Integrity in Large Enterprises,” International Journal of Advanced Multidisciplinary Research and Studies, vol. 3, 2023.
J. Uddoh, D. Ajiga, B. P. Okare, and T. D. Aduloju, “Establishing Blockchain-Based Renewable Energy Certificates for Transparency and Trade Efficiency,” Gyanshauryam, International Scientific Refereed Research Journal, vol. 6, no. 3, pp. 126–136, 2023.
J. Uddoh, D. Ajiga, B. P. Okare, and T. D. Aduloju, “Blockchain Identity Verification Models: A Global Perspective on Regulatory, Ethical, and Technical Issues,” Shodhshauryam, International Scientific Refereed Research Journal, vol. 6, no. 2, pp. 162–172, 2023.
P. U. Didi, O. S. Abass, and O. Balogun, “A Hybrid Channel Acceleration Strategy for Scaling Distributed Energy Technologies in Underserved Regions,” Shodhshauryam, International Scientific Refereed Research Journal, vol. 6, no. 5, pp. 253–273, 2023.
I. O. Evans-Uzosike and C. G. Okatta, “Talent Management in the Age of Gig Economy and Remote Work and AI,” Shodhshauryam, International Scientific Refereed Research Journal, vol. 6, no. 4, pp. 147–170, 2023.
M. N. Asata, D. Nyangoma, and C. H. Okolo, “Reducing Passenger Complaints through Targeted Inflight Coaching: A Quantitative Assessment,” International Journal of Scientific Research in Civil Engineering, vol. 7, no. 3, pp. 144–162, 2023.
O. F. Enow, E. Y. Gbabo, A. T. Ofoedu, and P. E. Chima, “Security Challenges in Embedded Systems: A Review of USA and African Perspectives,” 2023.
C. C. Okoye, T. O. Scott, E. S. Uchechukwu, N. Maryann, and C. N. O. Okeke, “Integrating Business principles in STEM Education: fostering entrepreneurship in students and educators in the US and Nigeria,” 2023.
D. R. E. Ewim, N. Ninduwezuor-Ehiobu, O. F. Orikpete, and B. A. Egbokhaebho, “Impact of data centers on climate change: a review of energy efficient strategies,” The Journal of Engineering and Exact Sciences, vol. 9, no. 6, 2023.
T. T. Bukhari, O. Oladimeji, E. D. Etim, and J. O. Ajayi, “Systematic review of SIEM integration for threat detection and log correlation in AWS-based infrastructure,” Shodhshauryam, International Scientific Refereed Research Journal, vol. 6, 2023.
O. Oladimeji, E. D. Erigha, and B. O. Eboseremen, “Scaling Infrastructure, Attribution Models, dbt Community Impact,” International Journal of Advanced Multidisciplinary Research and Studies, vol. 3, 2023.
J. O. Ajayi, D. C. Ayodeji, E. D. Erigha, B. O. Eboseremen, and A. O. Ogedengbe, “Strategic analytics enablement: Scaling self-service BI through community-based training models,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
J. Uddoh, D. Ajiga, B. P. Okare, and T. D. Aduloju, “Blockchain Identity Verification Models: A Global Perspective on Regulatory, Ethical, and Technical Issues,” Shodhshauryam, International Scientific Refereed Research Journal, vol. 6, no. 2, pp. 162–172, 2023.
A. Hamdan, A. Al-Salaymeh, I. M. AlHamad, S. Ikemba, and D. R. E. Ewim, “Predicting future global temperature and greenhouse gas emissions via LSTM model,” Sustainable Energy Research, vol. 10, no. 1, p. 21, 2023.
D. R. E. Ewim, S. M. Abolarin, T. O. Scott, and C. S. Anyanwu, “A survey on the understanding and viewpoints of renewable energy among South African school students,” The Journal of Engineering and Exact Sciences, vol. 9, no. 2, 2023.
J. O. Shiyanbola, J. O. Omisola, and G. O. Osho, “An Agile Workflow Management Framework for Industrial Operations: Migrating from Email-Based Systems to Visual JIRA-Kanban Platforms,” Unknown Journal, 2023.
J. O. Ojadi, E. C. Onukwulu, C. S. Odionu, and O. A. Owulade, “Leveraging IoT and Deep Learning for Real-Time Carbon Footprint Monitoring and Optimization in Smart Cities and Industrial Zones,” IRE Journals, vol. 6, no. 11, pp. 946–964, 2023.
A. U. Farooq, A. B. N. Abbey, and E. C. Onukwulu, “Optimizing Grocery Quality and Supply Chain Efficiency Using AI-Driven Predictive Logistics,” Iconic Research and Engineering Journals, vol. 7, no. 1, pp. 403–410, 2023.
J. I. Oteri, E. C. Onukwulu, I. Ogwe, C. P. M. Ewimemu, I. Ebeh, and A. Sobowale, “Artificial Intelligence in Product Pricing and Revenue Optimization: Leveraging Data-Driven Decision-Making,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
O. Ojadi, C. Onukwulu, Odionu, and A. Owulade, “AI-Driven Predictive Analytics for Carbon Emission Reduction in Industrial Manufacturing: A Machine Learning Approach to Sustainable Production,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
O. Ogunwole, E. C. Onukwulu, M. O. Joel, E. M. Adaga, and A. I. Ibeh, “Modernizing Legacy Systems: A Scalable Approach to Next-Generation Data Architectures and Seamless Integration,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
O. M. Oluoha, A. Odeshina, O. Reis, F. Okpeke, V. Attipoe, and O. Orieno, “A Privacy-First Framework for Data Protection and Compliance Assurance in Digital Ecosystems,” Iconic Research and Engineering Journals, vol. 7, no. 4, pp. 620–646, 2023, [Online]. Available: https://www.irejournals.com/paper-details/1705171
A. A. Abayomi, B. C. Ubanadu, A. I. Daraojimba, O. A. Agboola, T. P. Gbenle, and O. O. Ajayi, “Optimizing Business Intelligence in Global Enterprises: Advances in Data Mart Architecture Using Cloud Data Platforms,” International Journal of Management and Organizational Research, vol. 2, no. 2, pp. 143–150, 2023, doi: 10.54660/ijmor.2023.2.2.143-150.
B. M. Omowole, H. E. Omokhoa, I. A. Ogundeji, and G. O. Achumie, “Redesigning Financial Services with Emerging Technologies for Improved Access and Efficiency,” International Journal of Management and Organizational Research, vol. 2, no. 01, pp. 128–141, 2023.
A. Okuboye, “From efficiency to resilience: Reframing workforce optimization goals in global supply chain BPM post-crisis,” Journal of Frontiers in Multidisciplinary Research, vol. 4, no. 1, pp. 514–522, 2023, doi: 10.54660/JFMR.2023.4.1.514-522.
E. Ogbuefi, A. C. Mgbame, O. E. Akpe, A. A. Abayomi, and O. O. Adeyelu, “Data Literacy and BI Tool Adoption Among Small Business Owners in Rural Markets,” International Journal of Scientific Research in Computer Science, Engineering and Information Technology, vol. 9, no. 4, pp. 537–563, 2023.
E. Obuse et al., “AI-powered incident response automation in critical infrastructure protection,” International Journal of Advanced Multidisciplinary Research Studies, vol. 3, no. 1, pp. 1156–1171, 2023.
A. Sharma, B. I. Adekunle, J. C. Ogeawuchi, A. A. Abayomi, and O. Onifade, “AI-Driven Patient Risk Stratification Models in Public Health: Improving Preventive Care Outcomes through Predictive Analytics,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
O. A. Agboola, J. C. Ogeawuchi, T. P. Gbenle, A. A. Abayomi, and A. C. Uzoka, “Advances in Risk Assessment and Mitigation for Complex Cloud-Based Project Environments,” [Journal Not Specified], 2023.
O. E. Akpe, J. C. Ogeawuchi, A. A. Abayomi, O. A. Agboola, and E. Ogbuefi, “A Conceptual Model for Leadership in Digital Project Governance and Execution,” International Journal of Advanced Multidisciplinary Research and Studies, vol. 3, 2023.
J. O. Omisola, D. Bihani, A. I. Daraojimba, G. O. Osho, and B. C. Ubamadu, “Blockchain in Supply Chain Transparency: A Conceptual Framework for Real-Time Data Tracking and Reporting Using Blockchain and AI,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
P. Kuehn, T. Riebe, L. Apelt, M. Jansen, and C. Reuter, “Sharing of Cyber Threat Intelligence between States,” Sicherheit & Frieden, vol. 38, no. 1, pp. 22–28, 2020, doi: 10.5771/0175-274X-2020-1-22.
B. Shin and P. B. Lowry, “A review and theoretical explanation of the ‘Cyberthreat-Intelligence (CTI) capability’ that needs to be fostered in information security practitioners and how this can be accomplished,” Comput Secur, vol. 92, May 2020, doi: 10.1016/J.COSE.2020.101761.
B. S. Adelusi, A. C. Uzoka, Y. G. Hassan, and F. U. Ojika, “Reviewing Data Governance Strategies for Privacy and Compliance in AI-Powered Business Analytics Ecosystems,” [Journal Not Specified], 2023.
F. C. Okolo, E. A. Etukudoh, O. Ogunwole, G. O. Osho, and J. O. Basiru, “Systematic Review of Business Analytics Platforms in Enhancing Operational Efficiency in Transportation and Supply Chain Sectors,” International Journal of Multidisciplinary Research and Growth Evaluation, vol. 4, 2023.
I. O. Adekuajo, O. G. Fakeyede, C. A. Udeh, and C. Daraojimba, “The Digital Evolution in Hospitality: A Global Review and Its Potential Transformative Impact on U.S Tourism,” International Journal of Applied Research in Social Sciences, vol. 5, no. 10, pp. 440–462, 2023.
J. Webb, A. Ahmad, S. B. Maynard, and G. Shanks, “A situation awareness model for information security risk management,” Comput Secur, vol. 44, pp. 1–15, 2014, doi: 10.1016/j.cose.2014.04.005.
S. Samtani, M. Abate, V. Benjamin, and W. Li, “Cybersecurity as an industry: A cyber threat intelligence perspective,” The Palgrave Handbook of International Cybercrime and Cyberdeviance, pp. 135–154, Jan. 2020, doi: 10.1007/978-3-319-78440-3_8.
Y. Xiao and M. Watson, “Guidance on Conducting a Systematic Literature Review,” J Plan Educ Res, vol. 39, no. 1, pp. 93–112, Mar. 2019, doi: 10.1177/0739456X17723971.
R. Saxena and E. Gayathri, “Cyber threat intelligence challenges: Leveraging blockchain intelligence with possible solution,” Mater Today Proc, vol. 51, pp. 682–689, 2021, doi: 10.1016/j.matpr.2021.06.204.
Downloads
Published
Issue
Section
License
Copyright (c) 2024 International Journal of Scientific Research in Computer Science, Engineering and Information Technology
This work is licensed under a Creative Commons Attribution 4.0 International License.
